And then you and I are going to get into all the good nerdy stuff that the listeners usually like to hear about.

Absolutely.

Absolutely.

Happy to.

So let me try to walk quickly through this.

So I did my undergrad at Northwestern in social policy and also in economics.

And then as soon as I went to D.C., I worked in policy.

So does generative AI end up consuming AI ML? And if it does, will it be able to do it in a way that increases transparency or is there always going to be a need for true like data science machine learning as a separate discipline from generative because i think a lot of people are confused they're like well i can put a spreadsheet in here and it can give me a prediction and may or may not actually know if it's accurate or how to prove that it's accurate